diff --git a/week10/calc_pi.py b/week10/calc_pi.py
index 64b7085..2767aff 100644
--- a/week10/calc_pi.py
+++ b/week10/calc_pi.py
@@ -29,7 +29,9 @@ def calculate_pi():
         """
         within_circle = [point_in_circle(random.random(), random.random())
                          for _ in range(points)]
+        # print(within_circle)
         return 4 * sum(within_circle)/points
+   
     return calculate_pi
 
 
@@ -43,7 +45,7 @@ def command():
     parser.add_argument('--npoints', '-np', default=10_000, type=int, help="Number of random points to use")
     parser.add_argument('--number', '-n', default=100, type=int, help="Number of times to execute the calculations")
     parser.add_argument('--repeat', '-r', default=5, type=int, help="How many times to repeat the timer")
-
+    # parser.print_help()
     arguments = parser.parse_args()
 
     calc_pi = calculate_pi_timeit(arguments.npoints)
diff --git a/week10/calc_pi_np.py b/week10/calc_pi_np.py
new file mode 100644
index 0000000..8c8cc7d
--- /dev/null
+++ b/week10/calc_pi_np.py
@@ -0,0 +1,83 @@
+import argparse
+import math
+import random
+import timeit
+import numpy as np
+
+from utils import format_time
+
+def point_in_circle(array, radius=1):
+    """
+    Checks whether a point (x, y) is part of a circle with a set radius.
+
+    example
+    -------
+    >>> point_in_circle(0, 0)
+    True
+
+    """
+    squared = np.square(array)
+
+    added= squared[:, 0] + squared[:, 1]
+
+    r=np.sqrt(added)
+    # r = np.sqrt(np.square(array).sum(axis=1))
+
+    return r <= radius
+
+def calculate_pi_timeit(points):
+    """
+    Wrapper function to build calculate_pi with a particular number of points
+    and returns the function to be timed.
+    """
+    def calculate_pi():
+        """
+        Calculates an approximated value of pi by the Monte Carlo method.
+        """
+        array = np.random.rand(points,2)
+        within_circle = point_in_circle(array)
+                         
+        # print(within_circle)
+        return 4 * sum(within_circle)/points
+   
+    return calculate_pi
+
+    #     array=np.zeros(2)
+    #     for _ in range(points):
+    #         array[0]=random.random()
+    #         array[1]=random.random()
+    #         within_circle = point_in_circle(array)
+    #         print(within_circle)
+    #         if within_circle == True:
+    #             within_circle=1
+    #         else:
+    #             within_circle=0
+    #         # print(within_circle)
+    #     return 4 * sum(within_circle)/points
+    # return calculate_pi
+
+
+def command():
+    """
+    entry point of the script to accept arguments
+    """
+
+    parser = argparse.ArgumentParser(description="Calculates an approximate value of PI and how long it takes",
+                                     formatter_class=argparse.ArgumentDefaultsHelpFormatter)
+    parser.add_argument('--npoints', '-np', default=10_000, type=int, help="Number of random points to use")
+    parser.add_argument('--number', '-n', default=100, type=int, help="Number of times to execute the calculations")
+    parser.add_argument('--repeat', '-r', default=5, type=int, help="How many times to repeat the timer")
+    # parser.print_help()
+    arguments = parser.parse_args()
+
+
+
+    calc_pi = calculate_pi_timeit(arguments.npoints)
+    print(f"pi = {calc_pi()} (with {arguments.npoints})")
+    result = timeit.repeat(calc_pi, number=arguments.number, repeat=arguments.repeat)
+    best = min(result) / arguments.number
+    print(f"{arguments.number} loops, best of {arguments.repeat}: {format_time(best)} per loop")
+
+
+if __name__ == '__main__':
+    command()
diff --git a/week10/performance.ipynb b/week10/performance.ipynb
new file mode 100644
index 0000000..a760311
--- /dev/null
+++ b/week10/performance.ipynb
@@ -0,0 +1,13 @@
+def sum_of_lists(N):
+    total = 0
+    for i in range(5):
+        L = [j ^ (j >> i) for j in range(N)]
+        # j >> i == j // 2 ** i (shift j bits i places to the right)
+        # j ^ i -> bitwise exclusive or; j's bit doesn't change if i's = 0, changes to complement if i's = 1
+        total += sum(L)
+    return total
+
+print(sum_of_lists(5))
+%prun sum_of_lists(10_000_000)
+%load_ext line_profiler
+%lprun -f sum_of_lists sum_of_lists(10_000_000)
\ No newline at end of file